knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file())
knitr::opts_chunk$set(echo = F, warning = F, message = F)

epi_p007t + epi_p008t + epi_p009t1 + epi_p009t2 + epi_p012t + epi_p013t + epi_p007n + epi_p008n + epi_p009n1 + epi_p009n2 + epi_p012n + epi_p013n

Louvain clusters

Cluster marker genes

rank 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38
1 SLC26A3 CA1 TOP2A OLFM4 AQP8 GUCA2A CENPF ISG15 OLFM4 RPS12 MT-ATP8 MUC2 PERP HEXIM1 IGKC SH2D6 GUCA2A SPINK4 CKB PERP TFF1 RPS27A CA1 CEACAM6 PCCA SPINK4 SPINK4 ITLN1 HEXIM1 FN1 MT-ATP8 CKB TFF3 REP15 HSPD1 OLFM4 NKD1 TSPAN8 MUC2
2 GUCA2A PHGR1 H2AFZ B3GNT7 ISG15 AQP8 MKI67 SELENOP PLA2G2A RPS27A MT-ND4L FCGBP SLC2A1 JUN IGLC3 LRMP CEACAM7 ITLN1 CA1 ASCL2 GSN PCCA SELENBP1 EMP1 LDHB ITLN1 ITLN1 SPINK4 JUN HSPA1B MT-ND4L SELENBP1 ITLN1 MUC2 LDHB LEFTY1 FN1 LGALS3 FCGBP
3 CEACAM7 FABP1 TUBA1B LEFTY1 SLC26A3 SLC26A3 TOP2A AQP8 LEFTY1 RPLP1 MT-ND5 GSN S100A11 SOX4 SLCO4A1-AS1 ISG15 TFF3 SLC26A2 FN1 MUC2 RPS12 CA2 TACSTD2 RPS27A TFF3 WFDC2 ST6GALNAC1 HSPA1B SOX4 SYNE2 MT1E REP15 FCGBP HSP90AB1 GPX2 TGFBI GOLM1 REG4
4 SELENOP CKB HSPD1 NXPE4 GUCA2A SELENOP ATAD5 GUCA2A PIGR RPS27 IGHA1 TFF1 TM4SF1 IER5L TRPM5 SLC26A3 FCGBP PHGR1 RPS12 FCGBP NPTX2 CKB NDUFA4L2 HSPD1 REG4 ST6GALNAC1 FCGBP PPP1R15A IER5L VMP1 MT1M SERPINA1 ST6GALNAC1 NPM1 RPS12 ASCL2 PLA2G2A SYTL2
5 PHGR1 CA2 PCCA PLA2G2A MT-ND4L MT-ND5 BRCA2 SLC26A3 B3GNT7 FTL TFF3 ANXA2 HSPA1B C11orf53 SELENOP MUC2 SELENBP1 RPS27A TFF3 HSP90AB1 PIGR SLC2A1 NDUFA4L2 MUC2 TFF3 MUC2 IER2 KCNQ1OT1 KRT19 WFDC2 IGKC RPS27A B3GNT7 DPEP1 PIGR REP15
6 FABP1 FXYD3 LDHB PIGR SGK1 ISG15 TUBA1B CEACAM7 KLF5 LDHB SYTL2 S100A4 IER2 LMCD1 KRT20 REP15 FABP1 PCCA REG4 HSPD1 SLC26A2 KRT20 RPS12 FCGBP SERPINA1 REP15 HES1 HSPH1 PCK1 ST6GALNAC1 MT-ATP8 PCCA RPLP1 NAP1L1 ANXA2 TFF3
7 CA1 SELENBP1 PTTG1 PCK1 SELENOP PHGR1 TPX2 TSPAN1 GOLM1 TMSB10 CDC42EP3 ANXA1 HES1 INPP5D PLAC8 ST6GALNAC1 KRT19 NKD1 CTSE ZFAS1 LGALS4 TM4SF1 FABP5 ST6GALNAC1 REG4 REG4 ZFP36L2 HSP90AB1 MT1G SPINK1 MT-ND4L NAP1L1 SPINK1 PCCA LCN2 GSN
8 PLAC8 SLC26A2 HSP90AB1 MT-ATP8 MT-ND5 CEACAM7 BIRC5 PLAC8 NXPE4 NPM1 FAM3D CD9 HIST1H4C TSC22D3 MDK REG4 MT-ND5 HSP90AB1 TSPAN1 LDHB SLC4A4 S100A10 IGFBP2 KLK1 KLK1 TFF3 FOSB RNF213 MT2A SSR4 ANO7 RPS12 RPS27 PTMS LGALS4 MLPH
9 FXYD3 CDKN2B-AS1 BIRC5 NUPR1 CEACAM7 HIST1H1C CCNB1 DUOX2 AGR3 HSP90AB1 MLPH PCCA IGKC BMX IFI27 SERPINA1 CA2 RPLP1 CD177 PERP HSD11B2 GPRC5A FABP1 REP15 AGR2 SERPINA1 IER5L COL27A1 MT1X KLK1 MLPH H2AFZ RPS27A HSP90AB1 AGR2 CDC42EP3
10 CA2 KRT19 CCNB1 MUC4 DUOX2 PLAC8 CDC20 HIST1H1C FAM3D PCCA RAB27A TACSTD2 MKI67 PREX1 CEACAM1 XBP1 CDHR5 SOX9 MUC13 RPLP1 B3GNT7 ATP1B1 NPM1 SERPINA1 XBP1 KLK1 HSPA1A DNAJB1 MT1H SLC12A2 SYTL2 PERP SLC12A2 S100A4 S100A10 SERPINA1
11 IFI27 SLC26A3 TUBB KLF5 PLAC8 FABP1 HELLS IFI27 AGR2 S100A4 SERPINA1 PHLDA2 PPP1R15A AZGP1 SGK1 KLK1 FXYD3 PTMS SAMD9 S100A4 PCK1 EPCAM RPLP1 AGR2 KIAA1324 AGR2 EGR1 EGR1 RPLP1 VMP1 PTMS TXN CNN3 CDH17 BCAS1
12 MUC12 MT-ND5 NPM1 VMP1 DST IFI27 CLSPN MUC13 NUPR1 S100A11 CD177 ZFAS1 HIST1H2AH KRT18 PI3 NUPR1 PCK1 TGFBI DHRS9 PABPC1 CDKN2B-AS1 LGALS3 HSP90AB1 XBP1 MUC2 XBP1 JUNB HIST1H4C AGR2 XBP1 RPLP1 NPM1 RPS27A AGR3 IGKC
13 TSPAN1 LGALS4 RPS27A IGLC3 CDHR5 FXYD3 HMMR TMPRSS2 TXN PTMS SMIM14 DSP ZFP36L2 GNAI2 FABP1 RASD1 SLC4A4 SLC12A2 S100A6 NAP1L1 PHGR1 SLPI H2AFZ WFDC2 SPINK1 KIAA1324 HIST1H4C HSP90AA1 XBP1 SERPINA1 IGFBP2 CD24 PERP SLPI MT-ND4L
14 PIGR CEACAM7 PCNA TXNIP PRSS3 PTTG1 MDK SLPI ZFAS1 TSPAN1 SOX9 MAFB HEPACAM2 S100A10 LYZ MT-ATP8 CNN3 FAM3D CD9 CES2 PERP NAP1L1 NUPR1 TSPAN13 CLCA1 DNAJB1 HES1 RPS12 ATP2A3 CD81 KLF5 IGFBP2 KRT19 ATP2A3
15 KRT19 MT2A IGFBP2 DDX60 TSPAN1 SMC4 NEAT1 CES2 TXN B3GNT6 CEACAM6 FOSB CMYA5 SDCBP2 CLCA1 MT2A DPEP1 SYTL2 SOX9 KRT19 KRT19 S100P RASD1 FAM3D ATOH1 BTG1 HEXIM1 LYZ VPS13C HSP90AA1 MARCKSL1 RPS12 FAM3D ST6GALNAC1
16 KRT20 GUCA2A CENPF SAMD9 SGK1 HSPD1 SPATS2L MT1E NAP1L1 GPR153 NPTX2 CENPF CCSER1 TSPAN1 WFDC2 LGALS4 ZFAS1 S100P NPM1 FABP1 KRT8 FTL CPE CREB3L1 B3GNT6 SOX4 HES6 NXPE4 SLC12A2 LCN2 SOX9 CD24 NUPR1
17 TMEM54 SLC4A4 TPX2 TSPAN1 MT-ND4L ASPM SGK1 ADH1C PABPC1 REP15 GPRC5A DNAJB1 FYB1 CDHR5 SPDEF MT1E NAP1L1 PLAC8 RPS27 SLC26A3 ANXA2 TXN SPDEF CPE MLPH IER3 RPS27 ITPR2 PRDX4 CD81 S100A6 TFF1
18 ISG15 MT1E PTMS TMPRSS2 MDK PCNA EMP1 TSPAN8 YBX3 FER1L6 YBX3 IER5 PLCG2 PRSS3 AGR2 C10orf99 S100A4 IFI27 SLC2A1 PLA2G2A ACTB S100A4 FAM3D FCGBP ERN2 CEBPB RPS27A LYZ HSPH1 LDHB SRI GPR153
19 CDHR5 MUC12 HMMR HIST1H1C CDHR5 ATAD2 SDCBP2 PCK1 LGALS1 SDR16C5 ZBTB20 TSC22D3 ALOX5 FXYD3 FOSB MUC12 CD81 AGR2 PTMS FXYD3 CDH17 PTMS B3GNT6 REP15 ATP2A3 IGKC MARCKSL1 ERN2 YBX3 HSPD1 KLF5 SMIM14
20 PI3 CDHR5 NAP1L1 MUC12 CD177 TK1 SAMD9 LCN2 HSPD1 BCAS1 RPS27A EGR1 TUBA1A SAMD9 HSPA1A HSD11B2 NPM1 SERPINA1 IGFBP2 MT-ND5 TSPAN8 YBX3 LYZ B3GNT6 LYZ MAFB FOSB CLCA1 CD9 PMEPA1 S100A11 XBP1
21 PRSS3 PIGR CKS2 MT-ATP8 HPGD CDCA7 CDHR5 LGALS4 IFITM3 DISP2 S100A16 BTG1 KCNQ4 EMP1 L1TD1 PIGR PMEPA1 SMIM14 PHLDA2 C10orf99 CD9 S100A11 ATOH1 SSR4 RASD1 BTG2 TMSB10 SYNE2 SOX9 ZBTB20 SPINK5 TXNIP
22 SGK1 MT1M KPNA2 HPGD MUC12 TUBB CEACAM1 SPINK1 H2AFZ KLF4 S100A14 AL031777.3 IGSF3 PHGR1 MLPH MT1G TMEM47 SH3BGRL3 CD81 CDHR5 TMSB4X TMSB4X FAM177B FMOD NUPR1 IER5 HSP90AA1 GALNT5 TMSB10 RPLP1 KRT8 RAB27A
23 S100A10 LGALS3 MAD2L1 SDCBP2 PKIB KPNA2 TNFSF10 GPX2 PRDX4 CTSE HSP90AB1 HIST1H1E LPIN1 TMPRSS2 BTG2 LDHB CEACAM6 YBX3 SLPI SDCBP2 PRDX4 MLPH SMIM14 MUC4 NRARP IGFBP2 L1TD1 DSTN NPM1 TMSB4X IGLC2
24 TSPAN8 KRT8 HSP90AA1 BIRC3 SMIM22 KIF20B GPA33 GLUL COTL1 MUC13 RPS12 IGHA1 PSTPIP2 MUC12 KIAA1324 GPX2 SPATS2L GPX2 NXPE4 S100A11 TK1 KIAA1324 FAM177B VPS13C HIST1H2BG HSP90B1 MUC4 MYC KCNQ1OT1 ACTB SPDEF
25 LGALS3 SGK1 SMC4 CD177 TNFSF10 DPEP1 DHRS9 PPP1R12B TMSB4X REG4 CD81 SRGN RASSF6 PKIB ATOH1 IGFBP2 MLPH S100A11 MUC12 CEACAM1 RPS27 CDC42EP5 LYZ SPDEF IGHG4 SOX4 NPTX2 PROX1 EPCAM ERN2
26 GPA33 SELENOP HMGB2 MDK TMEM54 CENPE DUOXA2 CD24 BEX3 TP53INP1 PMEPA1 RNF213 DKK3 TMEM54 ATP2A3 RPS27 LGALS3 HSPH1 LGALS3 CEACAM7 TMSB10 CLCA1 FOS L1TD1 TCIM KCNQ1OT1 GPX2 ZFAS1 CES2 IGHA1
27 SMIM22 PRSS3 TK1 SLC17A4 SDCBP2 HIST1H1B TRIM31 LGALS3 ACTB ITLN1 RPLP1 CEBPB PRNP KRT19 TCIM HSPD1 SAT1 MYC VSIG2 S100P ZFAS1 SMIM14 SPDEF WFDC2 CLCA1 IFITM3 GPX2 ATP1B1 DISP2
28 KRT8 TMEM54 DUT SPATS2L TMEM37 HIST1H1E BIRC3 AKR1C3 DSTN SPINK4 FOXQ1 HIST1H2BG DPYSL3 MISP IGKC BEX3 TXNIP FOXQ1 SPINK5 LINC01559 CD81 GSN NUPR1 SYTL2 HSPA5 SLC12A2 CA12 MUC4
29 MISP PLAC8 HSPH1 SMPDL3A RHOC LDHB ISG20 RPS4Y1 CD81 KLK1 HSPD1 IER3 MARCKSL1 RHOC ERN2 PABPC1 FXYD3 TMSB10 LGALS2 PLOD2 BIRC5 TPSG1 ANXA13 SMIM14 ZFAS1 RPS27 B3GNT7 ANKRD36C
30 RHOC PCK1 KIF20B NEAT1 GPA33 HMGB2 SMPDL3A NFIB HSP90AA1 SAMD9 TMSB10 AL355075.4 RUNX1 CA2 JCHAIN PROX1 CDC42EP3 ASCL2 GOLM1 SDCBP CD9 CREB3L1 AGR3 ANO7 TXN ITPR2 APP
31 S100A6 AOC1 FABP5 SLC9A3 FTH1 EREG TYMP MUC4 VIM DHRS9 HSPA5 NRARP SNORC SMIM22 JUN ZBTB20 DST PRDX4 MT-ATP8 PI3 GPX2 FOS AQP3 NXPE4 RPS27 SOX4 DUOX2
32 CDKN2B-AS1 CD177 BRCA2 GPA33 SMPDL3A HSP90AB1 RSAD2 HSPA1A SSR4 GALNT5 HSPH1 HSP90AA1 EIF1B GPA33 MUC4 CD9 NUPR1 S100A14 CTSS S100A14 DSTN FMOD LGALS4 GALNT5 HIST1H4C PDZK1IP1
33 ATP1B3 LGALS2 GMNN PDE9A TXNIP PTMS LMO7 C10orf99 PERP CPE EFNB2 IGLC2 HIST1H4C ATP1B3 FOS ITPR2 TM4SF5 S100P TSC22D1 TINAGL1 CD24 MUC4 SH3BGRL3 SYNE2 PHLDA2 TMEM176B
34 PKIB C10orf99 CDC20 LPIN2 MISP UBE2C SLC40A1 NFKBIZ S100P TXNIP FLNA BTG2 SOX4 CKB NR4A1 MARCKSL1 GLUL HSPA5 MT1E DUOX2 S100A14 SYTL2 ATOH1 HEPACAM2 FOXQ1 MUC4
35 HPGD MT-ATP8 SMC2 SMCHD1 PDE9A FN1 MISP SPINK5 SEPT7 ENTPD8 DSTN PMAIP1 IL17RB CEACAM6 FAM3D NPTX2 EPCAM EREG AOC1 S100A16 PTTG1 HEPACAM2 RASD1 BIRC5 TXN
36 AOC1 SMIM22 PRDX4 CDHR2 SLC9A3 MYC MUC12 TMEM176B ANXA2 TPM1 CCND1 AL137077.2 SPTLC2 SLC6A8 KLF4 PCSK1N SLC12A2 MT1M S100A4 FERMT1 LGALS4 NUCB2 PABPC1 CTSE
37 CEACAM1 PKIB LMNB1 TMEM37 FCGRT HIST1H4C SLC9A3 SELENBP1 TUBB VSIG2 S100P HIST1H2BH PNRC1 CLDN3 SYTL2 FOXQ1 HSP90AA1 ID1 PHLDA2 PHLDA2 ATP2A3 CDC42EP5 CNN3 S100A16
38 MDK PI3 CDCA7 TRIM31 CDA SOX4 DST FOXP1 S100A10 LYZ IFITM3 JUNB PROX1 LGALS3 IER3 GPR155 IFITM3 CD24 SLC40A1 HSP90AA1 TSPAN13 SLC12A2 EREG TMEM54
39 SLC4A4 S100A6 PBK TNFSF10 CA2 KCNQ1OT1 IFI6 SRI LCN2 FOXA3 CNN3 Z93241.1 PTPN18 MUC13 IGHA1 KCNQ1OT1 DSP CA12 CD24 LGALS3 MUC5B TPSG1 TGFBI TFF1
40 LGALS4 TSPAN1 ATAD5 MISP SPATS2L CDHR2 APP S100A14 FAM177B TIMP1 GADD45B PTMS AOC1 SSR4 PRDX4 TGFBI MT1G PKIB TUBA1B FAM107B KLK11 MAD2L1 CTSS
41 SH3BGRL3 KRT20 CCNB2 IFI27 CA1 SLC6A8 RARRES1 FABP5 AGR2 NPM1 JCHAIN FGFR4 ATP1B1 IGHA2 PSTPIP2 CXCL3 LAMA3 PCNA KLF4 ALDH1A1 TK1 MUC12
42 SDCBP2 MT1G CD81 MUC13 CDKN2B-AS1 TMEM37 NFIA S100A6 TM4SF5 NAP1L1 RHOB TRAF5 FTH1 DSP CD24 SRI PABPC1 HSPA1A FKBP11 BEX3 PPP1R12B
43 MYLK HSD11B2 RPS12 IGLC3 CLDN3 HPGD TSPAN13 GPX2 NUPR1 SDC4 KCNQ1OT1 TMSB10 KRT8 HSPH1 FTL SFN SCD RAB27A HSPA1A FABP5 NFIB
44 SLC9A3 CES2 UBE2C TMPRSS2 ATP1B1 CA12 ASCL2 S100P KRT18 HSPA1A RNF213 SH3BGRL3 SMARCA1 TM4SF1 FHL2 S100A16 ALDH1A1 FOXP1 AREG GPA33
45 TMEM37 GPA33 CACYBP PCK1 DDX60 KCTD12 MARCKSL1 MCF2L KRT19 DDIT4 SOX9 SRI IFITM3 DSTN PDZK1IP1 S100A10 MT1G KLF4 PTTG1 LEFTY1
46 SRI TSC22D1 UBE2S ATP1B3 LPIN2 ZFP36L2 TUBA1B CREB3L1 TMEM47 VEGFA HCK DST SOX4 DDIT4 LAMC2 TOP2A ERN2 RPS4Y1 FERMT1 NXPE4
47 MEP1A IFI27 NUSAP1 MEP1A TIMP2 CREB3L1 CD9 ST6GALNAC1 SERPINB5 CITED2 PSAP NEAT1 CD99 FERMT1 PCCA CKB ENTPD8 RAB27A FTL CDC42EP5
48 SAMD9 S100A10 DLGAP5 SAMD9 CLDN4 HMGCS2 SRGN NEAT1 CXCL3 TCIM AL355075.4 S100A6 FTL DPEP1 TRIM31 DUT TFF1 MLPH TOP2A FXYD3
49 TSC22D1 VSIG2 HIST1H4C SLC17A4 CEACAM6 CDC42EP5 HLA-DPA1 PLAC8 KRT20 SH2D7 MT2A ACTN1 ANXA2 SLC6A8 HIST1H4C TCIM FOSB COTL1 VSIG2
50 AQP8 SRI CNN3 SLC51B CD177 LGALS2 FTH1 ATP2A3 EMP1 COL27A1 BEST4 TMSB10 PMEPA1 EFNB2 TUBB FOXA3 RAP1GAP DSP OLFM4
51 SMPDL3A CDC42EP5 ATAD2 RARRES3 GPRC5A CDH17 ANXA5 PHGR1 IGFBP2 ATP2A3 ETS2 TXN FABP1 LCN2 SSR4 ERN2 S100A4 TSPAN13
52 CLDN3 MT1F HELLS ENTPD8 SAT1 MT1M TIMP1 ID3 LDHB PTGS1 DSTN CXCL2 RHOC FOSB ATP2A3 MARCKSL1 S100A14
53 TMPRSS2 MISP RPLP1 SECTM1 TFF1 RARRES2 HLA-DRA RASD1 NDUFA4L2 RBM38 HSPA5 CCND1 ATP1B3 WNK4 LEFTY1 TUBA1B REG4
54 CD177 MT-ND4L MKI67 LPIN2 PRSS3 TMEM176A HLA-DPB1 HEPACAM2 PMAIP1 ZFHX3 PHLDA1 GDF15 S100A6 ANO7 GLUL CACYBP PLAC8
55 CKB MT1H IFITM3 S100A10 IFIT1 SNORC MUC4 TXN B4GALNT4 MYC CXCL1 LCN2 RAP1GAP MATN2 ACTN1 S100P
56 HIST1H1C MT1X LYAR MXD1 GSN ZFP36L1 CDC42EP5 COL6A1 TLE4 YBX3 MARCKSL1 LMO7 BCAS1 NR2F2 SMC2 TSPAN1
57 PIM1 ASPM SH3BGRL3 EPCAM DMBT1 S100A6 TGFBI IGKC CD24 KCNQ1OT1 PMEPA1 IER3 IDI1 ASCL2 CREB3L1
58 SLC51B SLC12A2 DST RARRES3 CTSS SPATS2L MAP1B ARRDC3 FERMT1 AREG SLC26A3 CD74 AC005833.1 PCNA GRN
59 CDA KIF11 CLDN4 CDA VSIG2 FXYD3 AKAP12 PBXIP1 HSP90AA1 HSPA1B SDC4 SPINK1 FAM107B GDF15 IER3
60 EMP1 GPX2 FBXO32 SMIM22 FOS SELENOP MYC ITPR2 S100A11 HES1 ADIRF NXPE4 TPM1 CMC1 CD9
61 PDE9A TXN SMCHD1 SECTM1 HIF1A CKB TGFBR2 CD300LF TFDP2 EGR1 PRSS3 SH3BGRL3 L1TD1 SYAP1 AKR1B10
62 MX1 CCNA2 KRT20 SLC17A4 ANXA2 TSPAN13 ACTN1 KIT TESC LCN2 DSP TACC1 MYADM CDC20 CA2
63 SFN BEX3 SLC4A4 RHOC PDZK1IP1 LGALS4 CD24 ZFAND5 HES6 CCL20 ASS1 BEST2 WNK4 DUT PI3
64 DDX60 YBX3 TRIM31 PKIB S100A11 ELF3 HSP90AA1 GRK5 TIMP1 FTH1 HSD11B2 MUC5B FN1 ID1
65 MXD1 PERP MT-ATP8 PLOD2 IVNS1ABP DST SDCBP MTSS1 SPINK1 KRT18 KRT18 IL13RA1 TMEM47 PALLD
66 IVNS1ABP CMC1 CEACAM1 XAF1 MUC12 TPSG1 S100A10 UTRN COTL1 MUC13 VPS13C CLCA1 TUBB MUC5B
67 CTSZ DSTN AC023157.3 TXNIP PLCB4 GLUL PRDX4 MATK CMC1 SAT1 GLUL KRT18 PMEPA1 TSC22D1
68 FTH1 HSPA5 TSPAN8 LAMA3 S100A10 SH3BGRL3 LAMC2 TREH TUBA1A FXYD3 S100P NXPE4 DPEP1 TMEM176A
69 EFNA1 HES6 PIGR TMC5 ELF3 SPDEF ACTB BTG2 HES1 MISP BTG2 GPRIN3 ATAD5 GALNT5
70 SLC6A8 SEPT7 CAMK2N1 DUSP6 S100A16 F3 KRT8 NCMAP TXN CKB MCF2L FOXA3 CDCA7 BHLHE40
71 FUCA1 SCD IVNS1ABP MX1 TMSB10 ATOH1 HSPB1 PLEKHB1 CCND1 DSTN NR4A1 TFF1 S100A11 CAPG
72 MUC13 FERMT1 ABCB1 MXD1 ID2 ADM RPS27 PGGHG AREG CAMK2N1 VSIG2 TACC1 HSP90B1 ELF3
73 C10orf99 ACTN1 RNASE1 FCGRT CAMK2N1 ANO7 PTMS DSP ZFHX3 CLDN3 TPM1 MT1G KIF20B EPAS1
74 TNFSF10 AURKB SRI PDZK1IP1 EPCAM DUSP1 CXCL1 ERO1B SSR4 IFI27 SELENOK TGIF1 HELLS GLUL
75 SPATS2L NPTX2 SFN IFIT3 RPS27 PTGER4 PHLDA1 SEC11C S100A14 TSPAN1 MT1E IRS2 S100A16 SLC4A4
76 DHRS9 NUF2 MEP1A FOSB CLDN4 TINAGL1 ANXA13 PIK3R1 SCD JUNB RARRES1 HES6 TMC5
77 TMSB4X CD9 ATP1B3 MT2A IFI27 FTL DNAJA1 PHLDA2 DST MT2A ANXA5 CEACAM6 CAMK2N1
78 CAMK2N1 EREG PDE9A MT1G TIMP1 RND3 POU2F3 CEACAM6 SMIM22 JUN SDR16C5 BRCA2 AKR1C3
79 CDC42EP5 NCAPG FBXO32 MT1X DDX60 CLIC3 JUN SLC2A1 MDK IER2 ATF3 ENC1 EFNB2
80 SELENBP1 CLSPN RHOF IGLC2 SELENOK NAMPT RPS27 CCND2 ID1 IGLC3 SELENOK CKS2 SLC40A1
81 FCGRT COTL1 EFNA1 ARL14 LCN2 SPIB TRAF5 VEGFA IGHA1 APP CCNB1 SFN
82 SLC40A1 DPEP1 PIM1 UGCG PABPC1 TPM1 SCD CCL20 SELENOM SOX4 DSTN
83 PDK4 PLK1 FXYD3 HSPA2 ECM1 LIPG RHOB ENTPD8 SLC2A1 GPRC5A
84 CEACAM6 TMSB10 ABCB1 AGR3 ENC1 CHD3 EREG NEURL1 SPINK1 HLA-DRA
85 FKBP5 ASCL2 ADM XBP1 COTL1 PCLO GDF15 GSN SMC4 IFI27
86 SLC26A2 ANLN FTH1 SARAF DDIT4 PIK3CG ZFP36L2 CDC42EP3 CD24 SERPINB5
87 TMEM176A SGO2 KRT20 JUNB TMSB4X VEGFA EGR1 NR4A1 S100A14 MUC13
88 EPCAM AURKA FAM43A LGALS3 IDS AVIL CXCL3 F3 TIMP1 FOS
89 VSIG2 CEP55 TSPAN8 SAT1 EREG ELF3 HERPUD1 LYAR ATP2A3
90 SLC17A4 GTSE1 XDH RHOC CD44 MCL1 IER3 HES1 DMBT1
91 CES2 FOXQ1 LINC01559 TNFSF10 GPX2 GRASP TM4SF5 CCNB2 SELENBP1
92 ATP1B1 PPIF HLA-DRB1 KRT20 SYAP1 FURIN GALNT5 SCD IRS2
93 TXNIP CENPE TGM2 MXD1 LINC01559 FBXO32 CD74 KPNA2 GPX2
94 CLDN4 MARCKSL1 PIGR FAM107B LMO7 RGS13 MT1E GMNN C10orf99
95 XAF1 BUB1 FOSL2 LITAF SOX4 BTG1 HES6 CENPF SDCBP2
96 NEAT1 GLA GRN ERN2 LAMA3 TIMP1 PTGER4 RND3 HSD11B2
97 ACTB SYAP1 ABCG2 CEACAM6 DPEP1 FTL INSIG1 CCND1 LTBP4
98 HSD17B2 CDK1 AOC1 JUN TNFSF15 IFI6 TCIM SEPT7 UBE2J1
99 AC023157.3 AREG LAMC2 GPA33 SAT1 TET2 UBE2J1 ANXA2 MISP
100 TMEM176B S100A4 FGL2 CDHR5 RHOB HIP1R S100P LMNB1 HIF1A